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The PRIMED Consortium: Reducing disparities in polygenic risk assessment.
Iftikhar J Kullo1, Matthew P Conomos2, Sarah C Nelson2
1Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, USA.
Polygenic risk scores (PRSs) can improve disease prediction but underperform in diverse populations. The PRIMED Consortium is developing equitable methods to enhance PRS performance globally.
Area of Science:
- Genetics
- Public Health
- Bioinformatics
Background:
- Polygenic risk scores (PRSs) offer potential for disease risk prediction and prevention.
- Current PRSs exhibit performance disparities across ancestries due to historical genomic data biases.
- This can exacerbate existing health inequities in clinical applications.
Purpose of the Study:
- To develop and implement methods for improving PRS performance in diverse global populations.
- To address health disparities arising from underperformance of PRSs in underrepresented groups.
- To foster equity in the development and application of polygenic risk assessment.
Main Methods:
- Aggregating and harmonizing diverse phenotype and genotype datasets on the AnVIL cloud platform.
- Utilizing population and statistical genetics approaches for individual- and summary-level analyses.
- Developing a common data model for cohort studies and electronic health records.
Main Results:
- Established methods for secure data sharing on AnVIL.
- Created a harmonized data model for global cohort and EHR data.
- Adapted population descriptor guidelines for international cohorts.
Conclusions:
- The PRIMED Consortium is advancing equitable PRS development through data harmonization and advanced analytical methods.
- Joint modeling of social determinants of health and PRSs is being investigated for comprehensive risk prediction.
- Efforts focus on improving PRS utility for cardiometabolic diseases and cancer across diverse populations.
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